Triple

T22262029
Position Surface form Disambiguated ID Type / Status
Subject DL E&C E550249 entity
Predicate competesWith P1375 FINISHED
Object GS Engineering & Construction
GS Engineering & Construction is a major South Korean construction and engineering company involved in large-scale infrastructure, civil engineering, and industrial projects domestically and overseas.
 E1527534 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: GS Engineering & Construction | Statement: [DL E&C, competesWith, GS Engineering & Construction]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: GS Engineering & Construction
Context triple: [DL E&C, competesWith, GS Engineering & Construction]
  • A. Jacobs Engineering Group
    Jacobs Engineering Group is a global professional services firm specializing in engineering, design, and construction management across infrastructure, aerospace, environmental, and industrial sectors.
  • B. Marsh Engineering Company
    Marsh Engineering Company was an American civil engineering and bridge design firm known for creating notable early 20th-century concrete and steel bridges, including the Henley Street Bridge in Knoxville, Tennessee.
  • C. Gilbane Building Company
    Gilbane Building Company is a large, family-owned American construction and real estate development firm known for managing major commercial, institutional, and sports facility projects.
  • D. Kiewit Constructors
    Kiewit Constructors is a major North American construction and engineering contractor known for delivering large-scale infrastructure and transportation projects.
  • E. Target Engineering Construction Company
    Target Engineering Construction Company is a UAE-based engineering and construction firm known for providing specialized services to the oil, gas, and energy sectors in the Middle East.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: GS Engineering & Construction
Triple: [DL E&C, competesWith, GS Engineering & Construction]
Generated description
GS Engineering & Construction is a major South Korean construction and engineering company involved in large-scale infrastructure, civil engineering, and industrial projects domestically and overseas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: GS Engineering & Construction
Target entity description: GS Engineering & Construction is a major South Korean construction and engineering company involved in large-scale infrastructure, civil engineering, and industrial projects domestically and overseas.
  • A. Jacobs Engineering Group
    Jacobs Engineering Group is a global professional services firm specializing in engineering, design, and construction management across infrastructure, aerospace, environmental, and industrial sectors.
  • B. Marsh Engineering Company
    Marsh Engineering Company was an American civil engineering and bridge design firm known for creating notable early 20th-century concrete and steel bridges, including the Henley Street Bridge in Knoxville, Tennessee.
  • C. Gilbane Building Company
    Gilbane Building Company is a large, family-owned American construction and real estate development firm known for managing major commercial, institutional, and sports facility projects.
  • D. Kiewit Constructors
    Kiewit Constructors is a major North American construction and engineering contractor known for delivering large-scale infrastructure and transportation projects.
  • E. Target Engineering Construction Company
    Target Engineering Construction Company is a UAE-based engineering and construction firm known for providing specialized services to the oil, gas, and energy sectors in the Middle East.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69e11e42adb8819087714772ea606709 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f141b87de0819088b7553406343068 completed April 28, 2026, 11:24 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0ab66a08848190ac34b6af7a116f49 completed May 18, 2026, 6:49 a.m.
NEDg Description generation batch_6a0ab7f904bc81909addafee8773eae0 completed May 18, 2026, 6:55 a.m.
NED2 Entity disambiguation (via description) batch_6a0ab891ba1c81909c9e9a5f29d4eb54 completed May 18, 2026, 6:58 a.m.
Created at: April 16, 2026, 8:39 p.m.